Amauri H. Souza
- Simplifying Graph Convolutional Networks
2019/02/19 by Felix Wu, Wu, Felix, Tianyi Zhang +9 · 113 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
- Rethinking pooling in graph neural networks
2020/10/22 by Diego Mesquita, Mesquita, Diego, Amauri H. Souza +3 · 6 citations
Computer Science · #Advanced Graph Neural Networks #Graph Theory and Algorithms #Multimodal Machine Learning Applications
- Learning Robust Statistics for Simulation-based Inference under Model Misspecification
2023/05/25 by Daolang Huang, Huang, Daolang, Ayush Bharti +7 · 7 citations
Computer Science · Mathematics · #Computation (stat.CO) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Markov Chains and Monte Carlo Methods
- In-n-Out: Calibrating Graph Neural Networks for Link Prediction
2024/03/07 by Erik Jhones Freitas do Nascimento, Diego Mesquita, Nascimento, Erik +5 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Testing and Debugging Techniques
- Cooperative Sheaf Neural Networks
2025/07/01 by André Ribeiro, Ana Luiza Tenório, Ribeiro, André +7 · 1 citation
Computer Science · Neuroscience · Physics and Astronomy · #Advanced Graph Neural Networks #Functional Brain Connectivity Studies #Complex Network Analysis Techniques